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The Machine Learning “Advent Calendar” Day 15: SVM in Excel

The Machine Learning “Advent Calendar” Day 15: SVM in Excel

by Dr. Owns | Dec 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Instead of starting with margins and geometry, this article builds the Support Vector Machine step by step from familiar models. By changing the loss function and reusing regularization, SVM appears naturally as a linear classifier trained by optimization. This...
The Data Detox: Training Yourself for the Messy, Noisy, Real World

The Data Detox: Training Yourself for the Messy, Noisy, Real World

by Dr. Owns | Dec 15, 2025 | Business Intelligence

​​In this article, we’ll use a real-life data project to explore four practical steps for preparing to deal with messy, real-life datasets.  ​In this article, we’ll use a real-life data project to explore four practical steps for preparing to deal with messy,...
The Machine Learning “Advent Calendar” Day 15: SVM in Excel

6 Technical Skills That Make You a Senior Data Scientist

by Dr. Owns | Dec 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Beyond writing code, these are the design-level decisions, trade-offs, and habits that quietly separate senior data scientists from everyone else. The post 6 Technical Skills That Make You a Senior Data Scientist appeared first on Towards Data Science. ​Beyond writing...
The Data Detox: Training Yourself for the Messy, Noisy, Real World

How Transformers Think: The Information Flow That Makes Language Models Work

by Dr. Owns | Dec 15, 2025 | Business Intelligence

​​Let’s uncover how transformer models sitting behind LLMs analyze input information like user prompts and how they generate coherent, meaningful, and relevant output text “word by word”.  ​Let’s uncover how transformer models sitting behind...
The Machine Learning “Advent Calendar” Day 15: SVM in Excel

Geospatial exploratory data analysis with GeoPandas and DuckDB

by Dr. Owns | Dec 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In this article, I’ll show you how to use two popular Python libraries to carry out some geospatial analysis of traffic accident data within the UK. I was a relatively early adopter of DuckDB, the fast OLAP database, after it became available, but only recently...
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